{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 豆瓣电影TOP250数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据清洗，存储到新的cleaned_data.csv中\n",
    "data = pd.read_csv('douban_top_250.csv',encoding='utf-8-sig')\n",
    "data['Chinese_title'] = data['title'].apply(lambda title:title.split()[0])\n",
    "data.drop(['title'],axis=1,inplace=True)\n",
    "\n",
    "# 电影时长处理，利用列表推导和split()将多余的字符串去掉\n",
    "data['movie_length'] = [int(i[0]) for i in data['length'].str.split('分')]\n",
    "data.drop(['length'], axis=1, inplace=True)\n",
    "\n",
    "#电影国家地区清洗\n",
    "data['main_country_region'] = data['country_region'].apply(lambda cr:cr.split()[0])\n",
    "data.drop(['country_region'],axis=1,inplace=True)\n",
    "\n",
    "#电影语种清洗\n",
    "data['main_language'] = data['language'].apply(lambda lan:lan.split()[0])\n",
    "data.drop(['language'],axis=1,inplace=True)\n",
    "\n",
    "#字符串（str）转整型（int）\n",
    "data['rank'] = [int(i) for i in data['rank']]\n",
    "data['year'] = [int(i) for i in data['year']]\n",
    "data['avg_rating'] = [float(i) for i in data['avg_rating']]\n",
    "data['num_of_ratings'] = [int(i) for i in data['num_of_ratings']]\n",
    "data['people_watched'] = [int(i) for i in data['people_watched']]\n",
    "data['people_wants_to_watch'] = [int(i) for i in data['people_wants_to_watch']]\n",
    "data['num_comment'] = [int(i) for i in data['num_comment']]\n",
    "data.to_csv('cleaned_data.csv',encoding='utf-8-sig')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>link</th>\n",
       "      <th>year</th>\n",
       "      <th>director</th>\n",
       "      <th>type</th>\n",
       "      <th>main_country_region_en</th>\n",
       "      <th>avg_rating</th>\n",
       "      <th>num_of_ratings</th>\n",
       "      <th>people_watched</th>\n",
       "      <th>people_wants_to_watch</th>\n",
       "      <th>num_comment</th>\n",
       "      <th>num_reviews</th>\n",
       "      <th>Chinese_title</th>\n",
       "      <th>movie_length</th>\n",
       "      <th>main_country_region</th>\n",
       "      <th>main_language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>https://movie.douban.com/subject/1292052/</td>\n",
       "      <td>1994</td>\n",
       "      <td>弗兰克·德拉邦特</td>\n",
       "      <td>犯罪剧情</td>\n",
       "      <td>United States</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1326471</td>\n",
       "      <td>1684511</td>\n",
       "      <td>165409</td>\n",
       "      <td>262048</td>\n",
       "      <td>7472</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>142</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>https://movie.douban.com/subject/1291546/</td>\n",
       "      <td>1993</td>\n",
       "      <td>陈凯歌</td>\n",
       "      <td>剧情爱情同性</td>\n",
       "      <td>China</td>\n",
       "      <td>9.6</td>\n",
       "      <td>979656</td>\n",
       "      <td>1354055</td>\n",
       "      <td>173918</td>\n",
       "      <td>212714</td>\n",
       "      <td>6198</td>\n",
       "      <td>霸王别姬</td>\n",
       "      <td>171</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>汉语普通话</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>https://movie.douban.com/subject/1295644/</td>\n",
       "      <td>1994</td>\n",
       "      <td>吕克·贝松</td>\n",
       "      <td>剧情动作犯罪</td>\n",
       "      <td>France</td>\n",
       "      <td>9.4</td>\n",
       "      <td>1214394</td>\n",
       "      <td>1759981</td>\n",
       "      <td>150271</td>\n",
       "      <td>223117</td>\n",
       "      <td>4404</td>\n",
       "      <td>这个杀手不太冷</td>\n",
       "      <td>110</td>\n",
       "      <td>法国</td>\n",
       "      <td>英语</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>https://movie.douban.com/subject/1292720/</td>\n",
       "      <td>1994</td>\n",
       "      <td>罗伯特·泽米吉斯</td>\n",
       "      <td>剧情爱情</td>\n",
       "      <td>United States</td>\n",
       "      <td>9.4</td>\n",
       "      <td>1045020</td>\n",
       "      <td>1485661</td>\n",
       "      <td>132245</td>\n",
       "      <td>173452</td>\n",
       "      <td>3824</td>\n",
       "      <td>阿甘正传</td>\n",
       "      <td>142</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>https://movie.douban.com/subject/1292063/</td>\n",
       "      <td>1997</td>\n",
       "      <td>罗伯托·贝尼尼</td>\n",
       "      <td>剧情喜剧爱情战争</td>\n",
       "      <td>Italy</td>\n",
       "      <td>9.5</td>\n",
       "      <td>611313</td>\n",
       "      <td>776431</td>\n",
       "      <td>228473</td>\n",
       "      <td>128781</td>\n",
       "      <td>3028</td>\n",
       "      <td>美丽人生</td>\n",
       "      <td>116</td>\n",
       "      <td>意大利</td>\n",
       "      <td>意大利语</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rank                                       link  year  director      type  \\\n",
       "0     1  https://movie.douban.com/subject/1292052/  1994  弗兰克·德拉邦特      犯罪剧情   \n",
       "1     2  https://movie.douban.com/subject/1291546/  1993       陈凯歌    剧情爱情同性   \n",
       "2     3  https://movie.douban.com/subject/1295644/  1994     吕克·贝松    剧情动作犯罪   \n",
       "3     4  https://movie.douban.com/subject/1292720/  1994  罗伯特·泽米吉斯      剧情爱情   \n",
       "4     5  https://movie.douban.com/subject/1292063/  1997   罗伯托·贝尼尼  剧情喜剧爱情战争   \n",
       "\n",
       "  main_country_region_en  avg_rating  num_of_ratings  people_watched  \\\n",
       "0          United States         9.6         1326471         1684511   \n",
       "1                  China         9.6          979656         1354055   \n",
       "2                 France         9.4         1214394         1759981   \n",
       "3          United States         9.4         1045020         1485661   \n",
       "4                  Italy         9.5          611313          776431   \n",
       "\n",
       "   people_wants_to_watch  num_comment  num_reviews Chinese_title  \\\n",
       "0                 165409       262048         7472        肖申克的救赎   \n",
       "1                 173918       212714         6198          霸王别姬   \n",
       "2                 150271       223117         4404       这个杀手不太冷   \n",
       "3                 132245       173452         3824          阿甘正传   \n",
       "4                 228473       128781         3028          美丽人生   \n",
       "\n",
       "   movie_length main_country_region main_language  \n",
       "0           142                  美国            英语  \n",
       "1           171                中国大陆         汉语普通话  \n",
       "2           110                  法国            英语  \n",
       "3           142                  美国            英语  \n",
       "4           116                 意大利          意大利语  "
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">people_wants_to_watch</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>mean</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>main_country_region</th>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">中国大陆</th>\n",
       "      <th>1961</th>\n",
       "      <td>55689</td>\n",
       "      <td>55689.0</td>\n",
       "      <td>55689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>31354</td>\n",
       "      <td>31354.0</td>\n",
       "      <td>31354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>16456</td>\n",
       "      <td>16456.0</td>\n",
       "      <td>16456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>173918</td>\n",
       "      <td>173918.0</td>\n",
       "      <td>173918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>110918</td>\n",
       "      <td>134008.0</td>\n",
       "      <td>157098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">香港</th>\n",
       "      <th>1997</th>\n",
       "      <td>133204</td>\n",
       "      <td>133204.0</td>\n",
       "      <td>133204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>49210</td>\n",
       "      <td>51467.0</td>\n",
       "      <td>53724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>80300</td>\n",
       "      <td>80300.0</td>\n",
       "      <td>80300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>87771</td>\n",
       "      <td>87771.0</td>\n",
       "      <td>87771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>108583</td>\n",
       "      <td>108583.0</td>\n",
       "      <td>108583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>146 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         people_wants_to_watch                  \n",
       "                                           min      mean     max\n",
       "main_country_region year                                        \n",
       "中国大陆                1961                 55689   55689.0   55689\n",
       "                    1979                 31354   31354.0   31354\n",
       "                    1983                 16456   16456.0   16456\n",
       "                    1993                173918  173918.0  173918\n",
       "                    1994                110918  134008.0  157098\n",
       "...                                        ...       ...     ...\n",
       "香港                  1997                133204  133204.0  133204\n",
       "                    1999                 49210   51467.0   53724\n",
       "                    2000                 80300   80300.0   80300\n",
       "                    2002                 87771   87771.0   87771\n",
       "                    2010                108583  108583.0  108583\n",
       "\n",
       "[146 rows x 3 columns]"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('cleaned_data.csv',encoding='utf-8-sig')\n",
    "df.groupby(['main_country_region','year']).agg({\"people_wants_to_watch\":[\"min\",\"mean\",\"max\"]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 组合折线图制作（探究豆瓣top250电影数量在时间上的变化趋势）\n",
    "- 对不同上映年的top电影数量进行统计，以探究电影发展的趋势。\n",
    "- 同时，对不同年份的所有电影进行一个平均值统计，与数量统计进行对比分析。\n",
    "- 代码运用了列表推导与及groupby的分并合集等技巧来进行数据重塑。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构建行和列的列表结果数据\n",
    "年份列表 = [str(i) for i in sorted(list(df.year.unique()))]\n",
    "平均评分 = df.groupby(by = [\"year\"])\\\n",
    "             .agg ({ \"avg_rating\":\"mean\"}) \\\n",
    "             .sort_values(by = \"year\",ascending = True)\n",
    "平均评分列表 = [round(i,1)for i in list(平均评分.avg_rating)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1931</th>\n",
       "      <td>1</td>\n",
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       "      <th>1960</th>\n",
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       "      <th>1940</th>\n",
       "      <td>1</td>\n",
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      "text/plain": [
       "      year\n",
       "1931     1\n",
       "1960     1\n",
       "1936     1\n",
       "1939     1\n",
       "1940     1"
      ]
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   "source": [
    "年份计数 = pd.value_counts(df.year)\n",
    "df_年份计数 = pd.DataFrame(年份计数)\n",
    "df_年份计数 = df_年份计数.rename(columns={0:'计数'})\n",
    "sort_df_年份计数 = df_年份计数.sort_values(by = \"year\",ascending = True)\n",
    "sort_df_年份计数[:5]"
   ]
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  {
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   "execution_count": 377,
   "metadata": {},
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       "    \"series\": [\n",
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       "            \"name\": \"top250\\u7684\\u7535\\u5f71\\u8bc4\\u4ef7\\u5e73\\u5747\\u5206\",\n",
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       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22915c0d188>"
      ]
     },
     "execution_count": 377,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Line\n",
    "\n",
    "x_data = 年份列表\n",
    "y_data = 平均评分列表\n",
    "\n",
    "c=(\n",
    "    Line()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        series_name=\"top250的电影评价平均分\",\n",
    "        stack=\"总量\",\n",
    "        y_axis=y_data,\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )\n",
    "\n",
    "\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"评价平均分统计\", pos_left=\"85%\"),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"axis\"),\n",
    "        legend_opts=opts.LegendOpts(pos_right=\"20%\"),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            axistick_opts=opts.AxisTickOpts(is_show=True),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=True),\n",
    "        ),\n",
    "        xaxis_opts=opts.AxisOpts(type_=\"category\", boundary_gap=False),\n",
    "    )\n",
    ")\n",
    "\n",
    "b=(\n",
    "    Line()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        series_name=\"top250的电影数量\",\n",
    "        stack=\"总量\",\n",
    "        y_axis=list(sort_df_年份计数.year),\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )    \n",
    "\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"上映年代统计\", pos_right=\"85%\"),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"axis\"),\n",
    "        legend_opts=opts.LegendOpts(pos_left=\"20%\"),\n",
    "\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            axistick_opts=opts.AxisTickOpts(is_show=True),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=True),\n",
    "            \n",
    "        ),\n",
    "        xaxis_opts=opts.AxisOpts(type_=\"category\", boundary_gap=False),\n",
    "    )\n",
    ")\n",
    "\n",
    "grid = (\n",
    "    Grid()\n",
    "    .add(c, grid_opts=opts.GridOpts(pos_left=\"55%\"))\n",
    "    .add(b, grid_opts=opts.GridOpts(pos_right=\"55%\"))\n",
    ")\n",
    "grid.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼状图与及条形图制作（展示豆瓣top250中导演作品的情况）\n",
    "- 利用pyecharts的饼状图来探究top电影中，出现次数最多的前17位导演的一个占比情况。\n",
    "- 利用pyecharts的滑块条形图来统计分析综合平均评价分最高的前20为导演。\n",
    "- 代码运用了列表推导与及groupby的分并合集等技巧来进行数据重塑。\n",
    "- 总结：二者对比发现，数量多的同导演电影，其导演的平均评分并不一定都很高。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>比利·怀德</th>\n",
       "      <td>9.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陈凯歌</th>\n",
       "      <td>9.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>罗伯托·贝尼尼</th>\n",
       "      <td>9.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西德尼·吕美特</th>\n",
       "      <td>9.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>万籁鸣</th>\n",
       "      <td>9.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>邓肯·琼斯</th>\n",
       "      <td>8.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汤姆·提克威</th>\n",
       "      <td>8.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新海诚</th>\n",
       "      <td>8.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>普特鹏·普罗萨卡·那·萨克那卡林</th>\n",
       "      <td>8.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汤姆·霍珀</th>\n",
       "      <td>8.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>175 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  avg_rating\n",
       "director                    \n",
       "比利·怀德                   9.60\n",
       "陈凯歌                     9.60\n",
       "罗伯托·贝尼尼                 9.50\n",
       "西德尼·吕美特                 9.40\n",
       "万籁鸣                     9.30\n",
       "...                      ...\n",
       "邓肯·琼斯                   8.40\n",
       "汤姆·提克威                  8.40\n",
       "新海诚                     8.35\n",
       "普特鹏·普罗萨卡·那·萨克那卡林        8.30\n",
       "汤姆·霍珀                   8.30\n",
       "\n",
       "[175 rows x 1 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>宫崎骏</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>克里斯托弗·诺兰</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>史蒂文·斯皮尔伯格</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>王家卫</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大卫·芬奇</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           计数\n",
       "宫崎骏         7\n",
       "克里斯托弗·诺兰    7\n",
       "史蒂文·斯皮尔伯格   6\n",
       "王家卫         5\n",
       "大卫·芬奇       4"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df.director.unique()\n",
    "导演平均评分 = df.groupby(by = [\"director\"])\\\n",
    "             .agg ({ \"avg_rating\":\"mean\"}) \\\n",
    "             .sort_values(by = \"avg_rating\",ascending = False)\n",
    "display(导演平均评分)\n",
    "导演列表 = list(df.director)\n",
    "导演计数 = pd.value_counts(导演列表)\n",
    "df_导演计数 = pd.DataFrame(导演计数)\n",
    "df_导演计数 = df_导演计数.rename(columns={0:'计数'})\n",
    "df_导演计数.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['宫崎骏',\n",
       " '克里斯托弗·诺兰',\n",
       " '史蒂文·斯皮尔伯格',\n",
       " '王家卫',\n",
       " '大卫·芬奇',\n",
       " '李安',\n",
       " '吴宇森',\n",
       " '彼得·杰克逊',\n",
       " '昆汀·塔伦蒂诺',\n",
       " '姜文',\n",
       " '理查德·林克莱特',\n",
       " '詹姆斯·卡梅隆',\n",
       " '是枝裕和',\n",
       " '理查德·柯蒂斯',\n",
       " '弗朗西斯·福特·科波拉',\n",
       " '刘镇伟',\n",
       " '彼特·道格特']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[7, 7, 6, 5, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(list(df_导演计数.index)[:17])\n",
    "display(list(df_导演计数.计数)[:17])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f7ab6cdf76454d77bbb52904593e3707\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f7ab6cdf76454d77bbb52904593e3707 = echarts.init(\n",
       "                    document.getElementById('f7ab6cdf76454d77bbb52904593e3707'), 'white', {renderer: 'canvas'});\n",
       "                var option_f7ab6cdf76454d77bbb52904593e3707 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5bab\\u5d0e\\u9a8f\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u514b\\u91cc\\u65af\\u6258\\u5f17\\u00b7\\u8bfa\\u5170\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53f2\\u8482\\u6587\\u00b7\\u65af\\u76ae\\u5c14\\u4f2f\\u683c\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u738b\\u5bb6\\u536b\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u536b\\u00b7\\u82ac\\u5947\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u674e\\u5b89\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5434\\u5b87\\u68ee\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f7c\\u5f97\\u00b7\\u6770\\u514b\\u900a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6606\\u6c40\\u00b7\\u5854\\u4f26\\u8482\\u8bfa\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u59dc\\u6587\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7406\\u67e5\\u5fb7\\u00b7\\u6797\\u514b\\u83b1\\u7279\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8a79\\u59c6\\u65af\\u00b7\\u5361\\u6885\\u9686\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u662f\\u679d\\u88d5\\u548c\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7406\\u67e5\\u5fb7\\u00b7\\u67ef\\u8482\\u65af\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f17\\u6717\\u897f\\u65af\\u00b7\\u798f\\u7279\\u00b7\\u79d1\\u6ce2\\u62c9\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5218\\u9547\\u4f1f\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f7c\\u7279\\u00b7\\u9053\\u683c\\u7279\",\n",
       "                    \"value\": 3\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5bab\\u5d0e\\u9a8f\",\n",
       "                \"\\u514b\\u91cc\\u65af\\u6258\\u5f17\\u00b7\\u8bfa\\u5170\",\n",
       "                \"\\u53f2\\u8482\\u6587\\u00b7\\u65af\\u76ae\\u5c14\\u4f2f\\u683c\",\n",
       "                \"\\u738b\\u5bb6\\u536b\",\n",
       "                \"\\u5927\\u536b\\u00b7\\u82ac\\u5947\",\n",
       "                \"\\u674e\\u5b89\",\n",
       "                \"\\u5434\\u5b87\\u68ee\",\n",
       "                \"\\u5f7c\\u5f97\\u00b7\\u6770\\u514b\\u900a\",\n",
       "                \"\\u6606\\u6c40\\u00b7\\u5854\\u4f26\\u8482\\u8bfa\",\n",
       "                \"\\u59dc\\u6587\",\n",
       "                \"\\u7406\\u67e5\\u5fb7\\u00b7\\u6797\\u514b\\u83b1\\u7279\",\n",
       "                \"\\u8a79\\u59c6\\u65af\\u00b7\\u5361\\u6885\\u9686\",\n",
       "                \"\\u662f\\u679d\\u88d5\\u548c\",\n",
       "                \"\\u7406\\u67e5\\u5fb7\\u00b7\\u67ef\\u8482\\u65af\",\n",
       "                \"\\u5f17\\u6717\\u897f\\u65af\\u00b7\\u798f\\u7279\\u00b7\\u79d1\\u6ce2\\u62c9\",\n",
       "                \"\\u5218\\u9547\\u4f1f\",\n",
       "                \"\\u5f7c\\u7279\\u00b7\\u9053\\u683c\\u7279\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"15%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"Top\\u7535\\u5f71\\u5bfc\\u6f14\\u4f5c\\u54c1\\u6570\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f7ab6cdf76454d77bbb52904593e3707.setOption(option_f7ab6cdf76454d77bbb52904593e3707);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916024788>"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie,Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(list(df_导演计数.index)[:17], list(df_导演计数.计数)[:17])],\n",
    "        radius=[\"40%\", \"75%\"],\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Top电影导演作品数\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_top=\"15%\", pos_left=\"2%\"),\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    ")\n",
    "\n",
    "\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['比利·怀德',\n",
       " '陈凯歌',\n",
       " '罗伯托·贝尼尼',\n",
       " '西德尼·吕美特',\n",
       " '万籁鸣',\n",
       " '拉斯·霍尔斯道姆',\n",
       " '安德鲁·斯坦顿',\n",
       " '路易·西霍尤斯',\n",
       " '克里斯托夫·巴拉蒂',\n",
       " '黄东赫',\n",
       " '查理·卓别林',\n",
       " '拉吉库马尔·希拉尼',\n",
       " '杨宇硕',\n",
       " '维克多·弗莱明',\n",
       " '李濬益',\n",
       " '小津安二郎',\n",
       " '奥利维埃·纳卡什']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[9.6,\n",
       " 9.6,\n",
       " 9.5,\n",
       " 9.4,\n",
       " 9.3,\n",
       " 9.3,\n",
       " 9.3,\n",
       " 9.3,\n",
       " 9.3,\n",
       " 9.3,\n",
       " 9.25,\n",
       " 9.2,\n",
       " 9.2,\n",
       " 9.2,\n",
       " 9.2,\n",
       " 9.2,\n",
       " 9.2]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(list(导演平均评分.index)[:17])\n",
    "display(list(导演平均评分.avg_rating)[:17])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"0b762bcc4f5746399a0daea9e07092f4\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_0b762bcc4f5746399a0daea9e07092f4 = echarts.init(\n",
       "                    document.getElementById('0b762bcc4f5746399a0daea9e07092f4'), 'white', {renderer: 'canvas'});\n",
       "                var option_0b762bcc4f5746399a0daea9e07092f4 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5bfc\\u6f14\",\n",
       "            \"data\": [\n",
       "                9.6,\n",
       "                9.6,\n",
       "                9.5,\n",
       "                9.4,\n",
       "                9.3,\n",
       "                9.3,\n",
       "                9.3,\n",
       "                9.3,\n",
       "                9.3,\n",
       "                9.3,\n",
       "                9.25,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.2,\n",
       "                9.149999999999999,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.1,\n",
       "                9.066666666666666,\n",
       "                9.05,\n",
       "                9.033333333333333,\n",
       "                9.033333333333333,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                9.0,\n",
       "                8.957142857142857,\n",
       "                8.95,\n",
       "                8.95,\n",
       "                8.95,\n",
       "                8.942857142857145,\n",
       "                8.933333333333334,\n",
       "                8.925,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.9,\n",
       "                8.866666666666667,\n",
       "                8.866666666666665,\n",
       "                8.833333333333334,\n",
       "                8.825,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.8,\n",
       "                8.75,\n",
       "                8.75,\n",
       "                8.75,\n",
       "                8.75,\n",
       "                8.733333333333333,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.7,\n",
       "                8.66,\n",
       "                8.649999999999999,\n",
       "                8.649999999999999,\n",
       "                8.649999999999999,\n",
       "                8.649999999999999,\n",
       "                8.633333333333333,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.6,\n",
       "                8.566666666666665,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.5,\n",
       "                8.4,\n",
       "                8.4,\n",
       "                8.4,\n",
       "                8.4,\n",
       "                8.350000000000001,\n",
       "                8.3,\n",
       "                8.3\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5bfc\\u6f14\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u5bfc\\u6f14\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u6bd4\\u5229\\u00b7\\u6000\\u5fb7\",\n",
       "                \"\\u9648\\u51ef\\u6b4c\",\n",
       "                \"\\u7f57\\u4f2f\\u6258\\u00b7\\u8d1d\\u5c3c\\u5c3c\",\n",
       "                \"\\u897f\\u5fb7\\u5c3c\\u00b7\\u5415\\u7f8e\\u7279\",\n",
       "                \"\\u4e07\\u7c41\\u9e23\",\n",
       "                \"\\u62c9\\u65af\\u00b7\\u970d\\u5c14\\u65af\\u9053\\u59c6\",\n",
       "                \"\\u5b89\\u5fb7\\u9c81\\u00b7\\u65af\\u5766\\u987f\",\n",
       "                \"\\u8def\\u6613\\u00b7\\u897f\\u970d\\u5c24\\u65af\",\n",
       "                \"\\u514b\\u91cc\\u65af\\u6258\\u592b\\u00b7\\u5df4\\u62c9\\u8482\",\n",
       "                \"\\u9ec4\\u4e1c\\u8d6b\",\n",
       "                \"\\u67e5\\u7406\\u00b7\\u5353\\u522b\\u6797\",\n",
       "                \"\\u62c9\\u5409\\u5e93\\u9a6c\\u5c14\\u00b7\\u5e0c\\u62c9\\u5c3c\",\n",
       "                \"\\u6768\\u5b87\\u7855\",\n",
       "                \"\\u7ef4\\u514b\\u591a\\u00b7\\u5f17\\u83b1\\u660e\",\n",
       "                \"\\u674e\\u6fec\\u76ca\",\n",
       "                \"\\u5c0f\\u6d25\\u5b89\\u4e8c\\u90ce\",\n",
       "                \"\\u5965\\u5229\\u7ef4\\u57c3\\u00b7\\u7eb3\\u5361\\u4ec0\",\n",
       "                \"\\u9a6c\\u57fa\\u5fb7\\u00b7\\u9a6c\\u57fa\\u8fea\",\n",
       "                \"\\u62dc\\u4f26\\u00b7\\u970d\\u534e\\u5fb7\",\n",
       "                \"\\u5f20\\u827a\\u8c0b\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5bfc\\u6f14\\u7684\\u7535\\u5f71\\u5e73\\u5747\\u5206\\u6392\\u884c\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"slider\",\n",
       "        \"realtime\": true,\n",
       "        \"start\": 20,\n",
       "        \"end\": 80,\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"zoomLock\": false\n",
       "    }\n",
       "};\n",
       "                chart_0b762bcc4f5746399a0daea9e07092f4.setOption(option_0b762bcc4f5746399a0daea9e07092f4);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916183f88>"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis(list(导演平均评分.index)[:20])\n",
    "    .add_yaxis(\"导演\",list(导演平均评分.avg_rating))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"导演的电影平均分排行\"),\n",
    "        datazoom_opts=opts.DataZoomOpts(),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 词云与地图制作（展示国家和语种在豆瓣top250的分布情况）\n",
    "- 利用词云图表来展示top电影中出现最多的国家与及语种。\n",
    "- 同时还运用了世界地图来地图可视化top电影中出现最多的国家。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>美国</th>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日本</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>英国</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中国大陆</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       计数\n",
       "美国    122\n",
       "日本     32\n",
       "香港     19\n",
       "英国     15\n",
       "中国大陆   12"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "国家列表 = list(df.main_country_region)\n",
    "国家计数 = pd.value_counts(国家列表)\n",
    "df_国家计数 = pd.DataFrame(国家计数)\n",
    "df_国家计数 = df_国家计数.rename(columns={0:'计数'})\n",
    "df_国家计数.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['美国',\n",
       " '日本',\n",
       " '香港',\n",
       " '英国',\n",
       " '中国大陆',\n",
       " '法国',\n",
       " '韩国',\n",
       " '意大利',\n",
       " '德国',\n",
       " '台湾',\n",
       " '印度',\n",
       " '伊朗',\n",
       " '澳大利亚',\n",
       " '爱尔兰',\n",
       " '丹麦',\n",
       " '瑞典',\n",
       " '新西兰',\n",
       " '泰国',\n",
       " '阿根廷',\n",
       " '西班牙',\n",
       " '巴西']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[122, 32, 19, 15, 12, 9, 8, 8, 5, 4, 4, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(list(df_国家计数.index))\n",
    "display(list(df_国家计数.计数))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"2848ec252c084bc5a0fedc601907039d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_2848ec252c084bc5a0fedc601907039d = echarts.init(\n",
       "                    document.getElementById('2848ec252c084bc5a0fedc601907039d'), 'white', {renderer: 'canvas'});\n",
       "                var option_2848ec252c084bc5a0fedc601907039d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
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       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                30,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u7f8e\\u56fd\",\n",
       "                    \"value\": 122,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(59,45,8)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e5\\u672c\",\n",
       "                    \"value\": 32,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(96,57,22)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9999\\u6e2f\",\n",
       "                    \"value\": 19,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(27,118,151)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82f1\\u56fd\",\n",
       "                    \"value\": 15,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(54,58,80)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u56fd\\u5927\\u9646\",\n",
       "                    \"value\": 12,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(97,36,129)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cd5\\u56fd\",\n",
       "                    \"value\": 9,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(21,69,92)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u97e9\\u56fd\",\n",
       "                    \"value\": 8,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(106,64,158)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u610f\\u5927\\u5229\",\n",
       "                    \"value\": 8,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(37,132,39)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fb7\\u56fd\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(144,60,15)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53f0\\u6e7e\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(39,78,27)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5370\\u5ea6\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(104,55,108)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f0a\\u6717\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(41,34,138)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6fb3\\u5927\\u5229\\u4e9a\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(101,63,62)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7231\\u5c14\\u5170\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(131,28,61)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e39\\u9ea6\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(121,27,135)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u745e\\u5178\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(70,134,20)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u897f\\u5170\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(77,153,19)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cf0\\u56fd\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(109,22,77)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u963f\\u6839\\u5ef7\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(21,16,56)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u897f\\u73ed\\u7259\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(118,78,38)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u897f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(117,75,132)\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u56fd\\u5bb6\\u70ed\\u70b9\\u5206\\u6790\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_2848ec252c084bc5a0fedc601907039d.setOption(option_2848ec252c084bc5a0fedc601907039d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916170148>"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "words = [list(z) for z in zip(list(df_国家计数.index), list(df_国家计数.计数))]\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[30, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"国家热点分析\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'world':'https://assets.pyecharts.org/assets/maps/world'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"c45468789110443c98a1061b265b4d20\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'world'], function(echarts) {\n",
       "                var chart_c45468789110443c98a1061b265b4d20 = echarts.init(\n",
       "                    document.getElementById('c45468789110443c98a1061b265b4d20'), 'white', {renderer: 'canvas'});\n",
       "                var option_c45468789110443c98a1061b265b4d20 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"mapType\": \"world\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"United States\",\n",
       "                    \"value\": 122\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"China\",\n",
       "                    \"value\": 32\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Japan\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Kingdom\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"France\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Italy\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Korea\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Germany\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"India\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iran\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Brazil\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Australia\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Thailand\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Spain\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"New Zealand\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ireland\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Argentina\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Denmark\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sweden\",\n",
       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {},\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u5546\\u5bb6A\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u8c46\\u74e3250\\u7535\\u5f71\\u6570\\u91cf\\u6570\\u636e\\u4e16\\u754c\\u53d1\\u5e03\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 200,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_c45468789110443c98a1061b265b4d20.setOption(option_c45468789110443c98a1061b265b4d20);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916044188>"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(en_df_国家计数列表,list(df_国家计数.计数))], \"world\")\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"豆瓣250电影数量数据世界发布\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(max_=200),\n",
    "    )\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>英语</th>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日语</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>粤语</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汉语普通话</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>韩语</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        计数\n",
       "英语     149\n",
       "日语      32\n",
       "粤语      18\n",
       "汉语普通话   16\n",
       "韩语       8"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "语种列表 = list(df.main_language)\n",
    "语种计数 = pd.value_counts(语种列表)\n",
    "df_语种计数 = pd.DataFrame(语种计数)\n",
    "df_语种计数 = df_语种计数.rename(columns={0:'计数'})\n",
    "df_语种计数.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['英语',\n",
       " '日语',\n",
       " '粤语',\n",
       " '汉语普通话',\n",
       " '韩语',\n",
       " '法语',\n",
       " '意大利语',\n",
       " '印地语',\n",
       " '德语',\n",
       " '波斯语',\n",
       " '西班牙语',\n",
       " '葡萄牙语',\n",
       " '泰语',\n",
       " '丹麦语',\n",
       " '瑞典语']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[149, 32, 18, 16, 8, 6, 5, 4, 3, 2, 2, 1, 1, 1, 1, 1]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "语种列表 = list(df_语种计数.index)\n",
    "语种列表.remove('0')\n",
    "display(语种)\n",
    "display(list(df_语种计数.计数))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"294b33c54dd84a3ab894cd75826ead69\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_294b33c54dd84a3ab894cd75826ead69 = echarts.init(\n",
       "                    document.getElementById('294b33c54dd84a3ab894cd75826ead69'), 'white', {renderer: 'canvas'});\n",
       "                var option_294b33c54dd84a3ab894cd75826ead69 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"name\": \"\\u8bed\\u79cd\\u70ed\\u70b9\\u5206\\u6790\",\n",
       "            \"shape\": \"circle\",\n",
       "            \"rotationRange\": [\n",
       "                -90,\n",
       "                90\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                30,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u82f1\\u8bed\",\n",
       "                    \"value\": 149,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(73,80,12)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e5\\u8bed\",\n",
       "                    \"value\": 32,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(157,76,53)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ca4\\u8bed\",\n",
       "                    \"value\": 18,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(63,41,106)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c49\\u8bed\\u666e\\u901a\\u8bdd\",\n",
       "                    \"value\": 16,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(14,47,138)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u97e9\\u8bed\",\n",
       "                    \"value\": 8,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(70,20,151)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cd5\\u8bed\",\n",
       "                    \"value\": 6,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(78,35,81)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u610f\\u5927\\u5229\\u8bed\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(139,64,32)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5370\\u5730\\u8bed\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(38,88,71)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fb7\\u8bed\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(154,109,70)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ce2\\u65af\\u8bed\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(111,22,116)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u897f\\u73ed\\u7259\\u8bed\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(130,98,100)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8461\\u8404\\u7259\\u8bed\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(35,1,26)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cf0\\u8bed\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(65,90,90)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e39\\u9ea6\\u8bed\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(95,28,17)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u745e\\u5178\\u8bed\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(149,121,108)\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u8bed\\u79cd\\u70ed\\u70b9\\u5206\\u6790\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 23\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_294b33c54dd84a3ab894cd75826ead69.setOption(option_294b33c54dd84a3ab894cd75826ead69);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2291600d888>"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "\n",
    "\n",
    "data = [list(z) for z in zip(语种列表, list(df_语种计数.计数))]\n",
    "\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"语种热点分析\", data_pair=data, word_size_range=[30, 100])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"语种热点分析\", title_textstyle_opts=opts.TextStyleOpts(font_size=23)\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(is_show=True),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 条形图的制作（展示电影类型在豆瓣top的数量）\n",
    "- 运用了最粗糙的条件从句来筛选电影的类型，然后进行统计分析。\n",
    "- 运用了sorted来对数量进行排序操作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'爱情': 59,\n",
       " '喜剧': 48,\n",
       " '犯罪': 44,\n",
       " '冒险': 44,\n",
       " '动画': 36,\n",
       " '惊悚': 36,\n",
       " '悬疑': 30,\n",
       " '科幻': 26,\n",
       " '家庭': 22,\n",
       " '战争': 18,\n",
       " '古装': 8,\n",
       " '同性': 7,\n",
       " '音乐': 7,\n",
       " '纪录': 3}"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "类型列表 = list(df.type)\n",
    "dic_temp = {\"犯罪\":0,\"同性\":0,\"动画\":0,\"家庭\":0,\"惊悚\":0,\"科幻\":0,\"爱情\":0,\"古装\":0,\"战争\":0,\"喜剧\":0,\"纪录\":0,\"音乐\":0,\"冒险\":0,\"悬疑\":0}\n",
    "for i in 类型列表:\n",
    "    if '犯罪' in i:\n",
    "        dic_temp['犯罪']+=1\n",
    "    if '同性' in i:\n",
    "        dic_temp['同性']+=1    \n",
    "    if '动画' in i:\n",
    "        dic_temp['动画']+=1 \n",
    "    if '家庭' in i:\n",
    "        dic_temp['家庭']+=1\n",
    "    if '惊悚' in i:\n",
    "        dic_temp['惊悚']+=1\n",
    "    if '科幻' in i:\n",
    "        dic_temp['科幻']+=1\n",
    "    if '爱情' in i:\n",
    "        dic_temp['爱情']+=1 \n",
    "    if '古装' in i:\n",
    "        dic_temp['古装']+=1 \n",
    "    if '战争' in i:\n",
    "        dic_temp['战争']+=1\n",
    "    if '喜剧' in i:\n",
    "        dic_temp['喜剧']+=1\n",
    "    if '纪录' in i:\n",
    "        dic_temp['纪录']+=1\n",
    "    if '音乐' in i:\n",
    "        dic_temp['音乐']+=1\n",
    "    if '冒险' in i:\n",
    "        dic_temp['冒险']+=1\n",
    "    if '悬疑' in i:\n",
    "        dic_temp['悬疑']+=1\n",
    "sorted(dic_temp.values())\n",
    "\n",
    "sorted_dict_tempt= dict(sorted(dic_temp.items(), key=lambda d:d[1], reverse = True))\n",
    "sorted_dict_tempt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['爱情',\n",
       " '喜剧',\n",
       " '犯罪',\n",
       " '冒险',\n",
       " '动画',\n",
       " '惊悚',\n",
       " '悬疑',\n",
       " '科幻',\n",
       " '家庭',\n",
       " '战争',\n",
       " '古装',\n",
       " '同性',\n",
       " '音乐',\n",
       " '纪录']"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(sorted_dict_tempt.values())\n",
    "list(sorted_dict_tempt.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"2755ed0bd6c64c2c9cc56101941f7160\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_2755ed0bd6c64c2c9cc56101941f7160 = echarts.init(\n",
       "                    document.getElementById('2755ed0bd6c64c2c9cc56101941f7160'), 'white', {renderer: 'canvas'});\n",
       "                var option_2755ed0bd6c64c2c9cc56101941f7160 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u4e16\\u754c\",\n",
       "            \"data\": [\n",
       "                59,\n",
       "                48,\n",
       "                44,\n",
       "                44,\n",
       "                36,\n",
       "                36,\n",
       "                30,\n",
       "                26,\n",
       "                22,\n",
       "                18,\n",
       "                8,\n",
       "                7,\n",
       "                7,\n",
       "                3\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4e16\\u754c\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u4e16\\u754c\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u7535\\u5f71\\u7c7b\\u578b\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u7231\\u60c5\",\n",
       "                \"\\u559c\\u5267\",\n",
       "                \"\\u72af\\u7f6a\",\n",
       "                \"\\u5192\\u9669\",\n",
       "                \"\\u52a8\\u753b\",\n",
       "                \"\\u60ca\\u609a\",\n",
       "                \"\\u60ac\\u7591\",\n",
       "                \"\\u79d1\\u5e7b\",\n",
       "                \"\\u5bb6\\u5ead\",\n",
       "                \"\\u6218\\u4e89\",\n",
       "                \"\\u53e4\\u88c5\",\n",
       "                \"\\u540c\\u6027\",\n",
       "                \"\\u97f3\\u4e50\",\n",
       "                \"\\u7eaa\\u5f55\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u6570\\u91cf\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u7535\\u5f71\\u7c7b\\u578b\\u7edf\\u8ba1\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_2755ed0bd6c64c2c9cc56101941f7160.setOption(option_2755ed0bd6c64c2c9cc56101941f7160);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2291606bd48>"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis(list(sorted_dict_tempt.keys()))\n",
    "    .add_yaxis(\"世界\", list(sorted_dict_tempt.values()))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"电影类型统计\"),\n",
    "        yaxis_opts=opts.AxisOpts(name=\"数量\"),\n",
    "        xaxis_opts=opts.AxisOpts(name=\"电影类型\"),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 时空交互的条形图和地图制作（展示了豆瓣top250在不同年代不同国家平均评分情况）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['United States',\n",
       " 'China',\n",
       " 'Japan',\n",
       " 'United Kingdom',\n",
       " 'France',\n",
       " 'Italy',\n",
       " 'Korea',\n",
       " 'Germany',\n",
       " 'India',\n",
       " 'Iran',\n",
       " 'Brazil',\n",
       " 'Australia',\n",
       " 'Thailand',\n",
       " 'Spain',\n",
       " 'New Zealand',\n",
       " 'Ireland',\n",
       " 'Argentina',\n",
       " 'Denmark',\n",
       " 'Sweden']"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "en_国家列表 = list(df.main_country_region_en)\n",
    "en_国家计数 = pd.value_counts(en_国家列表)\n",
    "en_df_国家计数 = pd.DataFrame(en_国家计数)\n",
    "en_df_国家计数 = en_df_国家计数.rename(columns={0:'计数'})\n",
    "en_df_国家计数.head()\n",
    "en_df_国家计数列表 = list(en_df_国家计数.index)\n",
    "en_df_国家计数列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['美国',\n",
       " '日本',\n",
       " '香港',\n",
       " '英国',\n",
       " '中国大陆',\n",
       " '法国',\n",
       " '韩国',\n",
       " '意大利',\n",
       " '德国',\n",
       " '台湾',\n",
       " '印度',\n",
       " '伊朗',\n",
       " '澳大利亚',\n",
       " '爱尔兰',\n",
       " '丹麦',\n",
       " '瑞典',\n",
       " '新西兰',\n",
       " '泰国',\n",
       " '阿根廷',\n",
       " '西班牙',\n",
       " '巴西']"
      ]
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_国家计数列表 = list(df_国家计数.index)\n",
    "df_国家计数列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {},
   "outputs": [
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       "                        null,\n",
       "                        null,\n",
       "                        9.2,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
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       "                        null,\n",
       "                        null,\n",
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       "                        null\n",
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       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
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       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
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       "                {\n",
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       "                \"#905a3d\",\n",
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       "                \"#2a5caa\",\n",
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       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
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       "                        8.8,\n",
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       "                        null,\n",
       "                        8.7,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
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       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
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       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
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       "            \"title\": [\n",
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       "                \"triggerOn\": \"mousemove|click\",\n",
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       "                \"borderWidth\": 0\n",
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       "                \"#726930\",\n",
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       "        },\n",
       "        {\n",
       "            \"legend\": [\n",
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       "                        \"\\u8bc4\\u5206\"\n",
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       "                    \"selected\": {\n",
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       "                    \"show\": true,\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10,\n",
       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
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       "                {\n",
       "                    \"type\": \"bar\",\n",
       "                    \"name\": \"\\u8bc4\\u5206\",\n",
       "                    \"data\": [\n",
       "                        8.8,\n",
       "                        8.7,\n",
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       "                        8.3,\n",
       "                        8.7,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
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       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
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       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u8c46\\u74e3top250\\u57281942\\u5e74\\u4e0d\\u540c\\u56fd\\u5bb6\\u5e73\\u5747\\u8bc4\\u5206\\u60c5\\u51b5\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
       "                \"#749f83\",\n",
       "                \"#ca8622\",\n",
       "                \"#bda29a\",\n",
       "                \"#6e7074\",\n",
       "                \"#546570\",\n",
       "                \"#c4ccd3\",\n",
       "                \"#f05b72\",\n",
       "                \"#ef5b9c\",\n",
       "                \"#f47920\",\n",
       "                \"#905a3d\",\n",
       "                \"#fab27b\",\n",
       "                \"#2a5caa\",\n",
       "                \"#444693\",\n",
       "                \"#726930\",\n",
       "                \"#b2d235\",\n",
       "                \"#6d8346\",\n",
       "                \"#ac6767\",\n",
       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        },\n",
       "        {\n",
       "            \"legend\": [\n",
       "                {\n",
       "                    \"data\": [\n",
       "                        \"\\u8bc4\\u5206\"\n",
       "                    ],\n",
       "                    \"selected\": {\n",
       "                        \"\\u8bc4\\u5206\": true\n",
       "                    },\n",
       "                    \"show\": true,\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10,\n",
       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
       "                }\n",
       "            ],\n",
       "            \"series\": [\n",
       "                {\n",
       "                    \"type\": \"bar\",\n",
       "                    \"name\": \"\\u8bc4\\u5206\",\n",
       "                    \"data\": [\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        8.7,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null,\n",
       "                        null\n",
       "                    ],\n",
       "                    \"barCategoryGap\": \"20%\",\n",
       "                    \"label\": {\n",
       "                        \"show\": true,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"xAxis\": [\n",
       "                {\n",
       "                    \"show\": true,\n",
       "                    \"scale\": false,\n",
       "                    \"nameLocation\": \"end\",\n",
       "                    \"nameGap\": 15,\n",
       "                    \"gridIndex\": 0,\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    },\n",
       "                    \"data\": [\n",
       "                        \"\\u7f8e\\u56fd\",\n",
       "                        \"\\u65e5\\u672c\",\n",
       "                        \"\\u9999\\u6e2f\",\n",
       "                        \"\\u82f1\\u56fd\",\n",
       "                        \"\\u4e2d\\u56fd\\u5927\\u9646\",\n",
       "                        \"\\u6cd5\\u56fd\",\n",
       "                        \"\\u97e9\\u56fd\",\n",
       "                        \"\\u610f\\u5927\\u5229\",\n",
       "                        \"\\u5fb7\\u56fd\",\n",
       "                        \"\\u53f0\\u6e7e\",\n",
       "                        \"\\u5370\\u5ea6\",\n",
       "                        \"\\u4f0a\\u6717\",\n",
       "                        \"\\u6fb3\\u5927\\u5229\\u4e9a\",\n",
       "                        \"\\u7231\\u5c14\\u5170\",\n",
       "                        \"\\u4e39\\u9ea6\",\n",
       "                        \"\\u745e\\u5178\",\n",
       "                        \"\\u65b0\\u897f\\u5170\",\n",
       "                        \"\\u6cf0\\u56fd\",\n",
       "                        \"\\u963f\\u6839\\u5ef7\",\n",
       "                        \"\\u897f\\u73ed\\u7259\",\n",
       "                        \"\\u5df4\\u897f\"\n",
       "                    ]\n",
       "                }\n",
       "            ],\n",
       "            \"yAxis\": [\n",
       "                {\n",
       "                    \"show\": true,\n",
       "                    \"scale\": false,\n",
       "                    \"nameLocation\": \"end\",\n",
       "                    \"nameGap\": 15,\n",
       "                    \"gridIndex\": 0,\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u8c46\\u74e3top250\\u57281968\\u5e74\\u4e0d\\u540c\\u56fd\\u5bb6\\u5e73\\u5747\\u8bc4\\u5206\\u60c5\\u51b5\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
       "                \"#749f83\",\n",
       "                \"#ca8622\",\n",
       "                \"#bda29a\",\n",
       "                \"#6e7074\",\n",
       "                \"#546570\",\n",
       "                \"#c4ccd3\",\n",
       "                \"#f05b72\",\n",
       "                \"#ef5b9c\",\n",
       "                \"#f47920\",\n",
       "                \"#905a3d\",\n",
       "                \"#fab27b\",\n",
       "                \"#2a5caa\",\n",
       "                \"#444693\",\n",
       "                \"#726930\",\n",
       "                \"#b2d235\",\n",
       "                \"#6d8346\",\n",
       "                \"#ac6767\",\n",
       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_8fd9a1654c244fee8d8fa6859c44719b.setOption(option_8fd9a1654c244fee8d8fa6859c44719b);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916579cc8>"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.faker import Faker\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar, Page, Pie, Timeline,Map\n",
    "import pandas as pd\n",
    "\n",
    "time = list(df['year'].unique())\n",
    "国家列表 = df_国家计数列表\n",
    "\n",
    "def timeline_bar() -> Timeline:\n",
    "    x = 国家列表\n",
    "    tl = Timeline()\n",
    "    for i in time:\n",
    "        df2 = df[df.year == int(i)]\n",
    "        y1 = []\n",
    "        for a in 国家列表:        \n",
    "            df3 = df2[df2.main_country_region == a]\n",
    "            y1.append(round(df3['avg_rating'].mean(),1))\n",
    "        bar = (\n",
    "            Bar()\n",
    "            .add_xaxis(x)\n",
    "            .add_yaxis(\"评分\", y1)\n",
    "\n",
    "            .set_global_opts(title_opts=opts.TitleOpts(\"豆瓣top250在{}年不同国家平均评分情况\".format(i)))\n",
    "        )\n",
    "        tl.add(bar, \"{}年\".format(i))\n",
    "    return tl\n",
    "timeline_bar().render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'world':'https://assets.pyecharts.org/assets/maps/world'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"239dce9bc2f64cfaa0780ac677ca3107\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'world'], function(echarts) {\n",
       "                var chart_239dce9bc2f64cfaa0780ac677ca3107 = echarts.init(\n",
       "                    document.getElementById('239dce9bc2f64cfaa0780ac677ca3107'), 'white', {renderer: 'canvas'});\n",
       "                var option_239dce9bc2f64cfaa0780ac677ca3107 = {\n",
       "    \"baseOption\": {\n",
       "        \"series\": [\n",
       "            {\n",
       "                \"type\": \"map\",\n",
       "                \"name\": \"\\u5546\\u5bb6A\",\n",
       "                \"label\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"mapType\": \"world\",\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"name\": \"United States\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"China\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Japan\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"United Kingdom\",\n",
       "                        \"value\": 8.7\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"France\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Italy\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Korea\",\n",
       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Germany\",\n",
       "                        \"value\": null\n",
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       "                    {\n",
       "                        \"name\": \"India\",\n",
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       "                    {\n",
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       "                    {\n",
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       "                        \"value\": null\n",
       "                    },\n",
       "                    {\n",
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       "                    },\n",
       "                    {\n",
       "                        \"name\": \"New Zealand\",\n",
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       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Ireland\",\n",
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       "                    {\n",
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       "                    },\n",
       "                    {\n",
       "                        \"name\": \"Denmark\",\n",
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       "        \"visualMap\": {\n",
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       "            \"type\": \"continuous\",\n",
       "            \"min\": 9,\n",
       "            \"max\": 10,\n",
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       "            \"splitNumber\": 5,\n",
       "            \"orient\": \"vertical\",\n",
       "            \"showLabel\": true,\n",
       "            \"itemWidth\": 20,\n",
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       "        }\n",
       "    },\n",
       "    \"options\": [\n",
       "        {\n",
       "            \"legend\": [\n",
       "                {\n",
       "                    \"data\": [\n",
       "                        \"\\u5546\\u5bb6A\"\n",
       "                    ],\n",
       "                    \"selected\": {\n",
       "                        \"\\u5546\\u5bb6A\": true\n",
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       "                    \"itemWidth\": 25,\n",
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       "                {\n",
       "                    \"type\": \"map\",\n",
       "                    \"name\": \"\\u5546\\u5bb6A\",\n",
       "                    \"label\": {\n",
       "                        \"show\": false,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
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       "                    \"mapType\": \"world\",\n",
       "                    \"data\": [\n",
       "                        {\n",
       "                            \"name\": \"United States\",\n",
       "                            \"value\": 9.1\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"China\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Japan\",\n",
       "                            \"value\": 8.6\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"United Kingdom\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"France\",\n",
       "                            \"value\": 9.0\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Italy\",\n",
       "                            \"value\": 9.4\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Korea\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Germany\",\n",
       "                            \"value\": null\n",
       "                        },\n",
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       "                            \"name\": \"India\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Iran\",\n",
       "                            \"value\": 9.1\n",
       "                        },\n",
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       "                            \"name\": \"Brazil\",\n",
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       "                        },\n",
       "                        {\n",
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       "                        },\n",
       "                        {\n",
       "                            \"name\": \"New Zealand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Ireland\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Argentina\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Denmark\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Sweden\",\n",
       "                            \"value\": null\n",
       "                        }\n",
       "                    ],\n",
       "                    \"roam\": true,\n",
       "                    \"zoom\": 1,\n",
       "                    \"showLegendSymbol\": true,\n",
       "                    \"emphasis\": {},\n",
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       "                }\n",
       "            ],\n",
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       "                {\n",
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       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"visualMap\": {\n",
       "                \"show\": true,\n",
       "                \"type\": \"continuous\",\n",
       "                \"min\": 9,\n",
       "                \"max\": 10,\n",
       "                \"inRange\": {\n",
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       "                        \"#eac763\",\n",
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       "                    ]\n",
       "                },\n",
       "                \"calculable\": true,\n",
       "                \"inverse\": false,\n",
       "                \"splitNumber\": 5,\n",
       "                \"orient\": \"vertical\",\n",
       "                \"showLabel\": true,\n",
       "                \"itemWidth\": 20,\n",
       "                \"itemHeight\": 140,\n",
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       "            \"visualMap\": {\n",
       "                \"show\": true,\n",
       "                \"type\": \"continuous\",\n",
       "                \"min\": 9,\n",
       "                \"max\": 10,\n",
       "                \"inRange\": {\n",
       "                    \"color\": [\n",
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       "                \"splitNumber\": 5,\n",
       "                \"orient\": \"vertical\",\n",
       "                \"showLabel\": true,\n",
       "                \"itemWidth\": 20,\n",
       "                \"itemHeight\": 140,\n",
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       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
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       "        },\n",
       "        {\n",
       "            \"legend\": [\n",
       "                {\n",
       "                    \"data\": [\n",
       "                        \"\\u5546\\u5bb6A\"\n",
       "                    ],\n",
       "                    \"selected\": {\n",
       "                        \"\\u5546\\u5bb6A\": true\n",
       "                    },\n",
       "                    \"show\": true,\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10,\n",
       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
       "                }\n",
       "            ],\n",
       "            \"series\": [\n",
       "                {\n",
       "                    \"type\": \"map\",\n",
       "                    \"name\": \"\\u5546\\u5bb6A\",\n",
       "                    \"label\": {\n",
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       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    },\n",
       "                    \"mapType\": \"world\",\n",
       "                    \"data\": [\n",
       "                        {\n",
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       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"China\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Japan\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"United Kingdom\",\n",
       "                            \"value\": 8.5\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"France\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Italy\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Korea\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Germany\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"India\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Iran\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Brazil\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Australia\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Thailand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Spain\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"New Zealand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
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       "                            \"name\": \"Ireland\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
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       "                            \"value\": null\n",
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       "                        {\n",
       "                            \"name\": \"Denmark\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Sweden\",\n",
       "                            \"value\": null\n",
       "                        }\n",
       "                    ],\n",
       "                    \"roam\": true,\n",
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       "                    \"showLegendSymbol\": true,\n",
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       "                }\n",
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       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u4e16\\u754c\\u7535\\u5f71\\u8bc4\\u5206\\u65f6\\u7a7a\\u4ea4\\u4e92\\u7684\\u5730\\u56fe\",\n",
       "                    \"padding\": 5,\n",
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       "            ],\n",
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       "                \"show\": true,\n",
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       "                \"triggerOn\": \"mousemove|click\",\n",
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       "                \"textStyle\": {\n",
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       "            \"visualMap\": {\n",
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       "                \"type\": \"continuous\",\n",
       "                \"min\": 9,\n",
       "                \"max\": 10,\n",
       "                \"inRange\": {\n",
       "                    \"color\": [\n",
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       "                        \"#eac763\",\n",
       "                        \"#d94e5d\"\n",
       "                    ]\n",
       "                },\n",
       "                \"calculable\": true,\n",
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       "                \"splitNumber\": 5,\n",
       "                \"orient\": \"vertical\",\n",
       "                \"showLabel\": true,\n",
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       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
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       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        },\n",
       "        {\n",
       "            \"legend\": [\n",
       "                {\n",
       "                    \"data\": [\n",
       "                        \"\\u5546\\u5bb6A\"\n",
       "                    ],\n",
       "                    \"selected\": {\n",
       "                        \"\\u5546\\u5bb6A\": true\n",
       "                    },\n",
       "                    \"show\": true,\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10,\n",
       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
       "                }\n",
       "            ],\n",
       "            \"series\": [\n",
       "                {\n",
       "                    \"type\": \"map\",\n",
       "                    \"name\": \"\\u5546\\u5bb6A\",\n",
       "                    \"label\": {\n",
       "                        \"show\": false,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    },\n",
       "                    \"mapType\": \"world\",\n",
       "                    \"data\": [\n",
       "                        {\n",
       "                            \"name\": \"United States\",\n",
       "                            \"value\": 8.6\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"China\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Japan\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"United Kingdom\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"France\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Italy\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Korea\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Germany\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"India\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Iran\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Brazil\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Australia\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Thailand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Spain\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"New Zealand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Ireland\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Argentina\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Denmark\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Sweden\",\n",
       "                            \"value\": null\n",
       "                        }\n",
       "                    ],\n",
       "                    \"roam\": true,\n",
       "                    \"zoom\": 1,\n",
       "                    \"showLegendSymbol\": true,\n",
       "                    \"emphasis\": {},\n",
       "                    \"rippleEffect\": {\n",
       "                        \"show\": true,\n",
       "                        \"brushType\": \"stroke\",\n",
       "                        \"scale\": 2.5,\n",
       "                        \"period\": 4\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u4e16\\u754c\\u7535\\u5f71\\u8bc4\\u5206\\u65f6\\u7a7a\\u4ea4\\u4e92\\u7684\\u5730\\u56fe\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
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       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"visualMap\": {\n",
       "                \"show\": true,\n",
       "                \"type\": \"continuous\",\n",
       "                \"min\": 9,\n",
       "                \"max\": 10,\n",
       "                \"inRange\": {\n",
       "                    \"color\": [\n",
       "                        \"#50a3ba\",\n",
       "                        \"#eac763\",\n",
       "                        \"#d94e5d\"\n",
       "                    ]\n",
       "                },\n",
       "                \"calculable\": true,\n",
       "                \"inverse\": false,\n",
       "                \"splitNumber\": 5,\n",
       "                \"orient\": \"vertical\",\n",
       "                \"showLabel\": true,\n",
       "                \"itemWidth\": 20,\n",
       "                \"itemHeight\": 140,\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
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       "        },\n",
       "        {\n",
       "            \"legend\": [\n",
       "                {\n",
       "                    \"data\": [\n",
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       "                    ],\n",
       "                    \"selected\": {\n",
       "                        \"\\u5546\\u5bb6A\": true\n",
       "                    },\n",
       "                    \"show\": true,\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10,\n",
       "                    \"itemWidth\": 25,\n",
       "                    \"itemHeight\": 14\n",
       "                }\n",
       "            ],\n",
       "            \"series\": [\n",
       "                {\n",
       "                    \"type\": \"map\",\n",
       "                    \"name\": \"\\u5546\\u5bb6A\",\n",
       "                    \"label\": {\n",
       "                        \"show\": false,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    },\n",
       "                    \"mapType\": \"world\",\n",
       "                    \"data\": [\n",
       "                        {\n",
       "                            \"name\": \"United States\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"China\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Japan\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"United Kingdom\",\n",
       "                            \"value\": 8.7\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"France\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Italy\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Korea\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Germany\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"India\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Iran\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Brazil\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Australia\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Thailand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Spain\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"New Zealand\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Ireland\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Argentina\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Denmark\",\n",
       "                            \"value\": null\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"Sweden\",\n",
       "                            \"value\": null\n",
       "                        }\n",
       "                    ],\n",
       "                    \"roam\": true,\n",
       "                    \"zoom\": 1,\n",
       "                    \"showLegendSymbol\": true,\n",
       "                    \"emphasis\": {},\n",
       "                    \"rippleEffect\": {\n",
       "                        \"show\": true,\n",
       "                        \"brushType\": \"stroke\",\n",
       "                        \"scale\": 2.5,\n",
       "                        \"period\": 4\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u4e16\\u754c\\u7535\\u5f71\\u8bc4\\u5206\\u65f6\\u7a7a\\u4ea4\\u4e92\\u7684\\u5730\\u56fe\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"visualMap\": {\n",
       "                \"show\": true,\n",
       "                \"type\": \"continuous\",\n",
       "                \"min\": 9,\n",
       "                \"max\": 10,\n",
       "                \"inRange\": {\n",
       "                    \"color\": [\n",
       "                        \"#50a3ba\",\n",
       "                        \"#eac763\",\n",
       "                        \"#d94e5d\"\n",
       "                    ]\n",
       "                },\n",
       "                \"calculable\": true,\n",
       "                \"inverse\": false,\n",
       "                \"splitNumber\": 5,\n",
       "                \"orient\": \"vertical\",\n",
       "                \"showLabel\": true,\n",
       "                \"itemWidth\": 20,\n",
       "                \"itemHeight\": 140,\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
       "                \"#749f83\",\n",
       "                \"#ca8622\",\n",
       "                \"#bda29a\",\n",
       "                \"#6e7074\",\n",
       "                \"#546570\",\n",
       "                \"#c4ccd3\",\n",
       "                \"#f05b72\",\n",
       "                \"#ef5b9c\",\n",
       "                \"#f47920\",\n",
       "                \"#905a3d\",\n",
       "                \"#fab27b\",\n",
       "                \"#2a5caa\",\n",
       "                \"#444693\",\n",
       "                \"#726930\",\n",
       "                \"#b2d235\",\n",
       "                \"#6d8346\",\n",
       "                \"#ac6767\",\n",
       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_239dce9bc2f64cfaa0780ac677ca3107.setOption(option_239dce9bc2f64cfaa0780ac677ca3107);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22916247308>"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map, Timeline\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "tl = Timeline()\n",
    "x = 国家列表\n",
    "tl = Timeline()\n",
    "def amap():\n",
    "    for i in time:\n",
    "        df2 = df[df.year == int(i)]\n",
    "        y1 = []\n",
    "        for a in 国家列表:        \n",
    "            df3 = df2[df2.main_country_region == a]\n",
    "            y1.append(round(df3['avg_rating'].mean(),1))\n",
    "        map0 = (\n",
    "            Map()\n",
    "            .add(\"商家A\", [list(z) for z in zip(en_df_国家计数列表, y1)], \"world\")\n",
    "            .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "            .set_global_opts(\n",
    "                title_opts=opts.TitleOpts(title=\"世界电影评分时空交互的地图\".format(i)),\n",
    "                visualmap_opts=opts.VisualMapOpts(max_=10,min_=9),\n",
    "            )\n",
    "        )\n",
    "        tl.add(map0, \"{}年\".format(i))\n",
    "    return tl\n",
    "amap().render_notebook()"
   ]
  }
 ],
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